CN108629140A - A kind of composite structure design optimization method with holes based on geodesic curve distance - Google Patents

A kind of composite structure design optimization method with holes based on geodesic curve distance Download PDF

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CN108629140A
CN108629140A CN201810456168.1A CN201810456168A CN108629140A CN 108629140 A CN108629140 A CN 108629140A CN 201810456168 A CN201810456168 A CN 201810456168A CN 108629140 A CN108629140 A CN 108629140A
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geodesic curve
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CN108629140B (en
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夏奇
田野
史铁林
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Huazhong University of Science and Technology
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Abstract

The invention belongs to composite structure design optimization fields, and specifically disclose a kind of composite structure design optimization method with holes based on geodesic curve distance, include the following steps:Discrete design point is uniformly defined in the entity area of composite structure with holes, sets the initial value of fiber angles at each design point;Mesh generation is carried out to structure, determines the coordinate of each unit central point;Each design point is calculated to the geodesic curve distance of each unit central point, the fiber angles of each unit center are acquired based on geodesic curve distance;Stiffness matrix is established, and global displacement vector is calculated;Sensitivity is obtained according to global displacement vector, then updates fiber angles θiUntil meeting optimization end condition.The present invention passes through computing unit central point to the geodesic curve distance between design point, and the continuous varied angle fiber layout of composite structure with holes is obtained based on geodesic curve distance, the continuous varied angle fiber layout for improving composite structure with holes, improves structural behaviour.

Description

A kind of composite structure design optimization method with holes based on geodesic curve distance
Technical field
The invention belongs to composite structure design optimization field, more particularly, to a kind of based on geodesic curve distance Composite structure design optimization method with holes.
Background technology
With it is conventional determine rigidity composite structure compared with, wavy fiber composite construction has high designability.It removes Conventional construction profile design is outer, and the design of composite structure further includes the design that fiber is laid out.For example, fine by designing The lay angle of dimension makes structure have the characteristic of variation rigidity, and then obtains more preferably structural behaviour.With automatic fibers lay and The development of increases material manufacturing technology, wavy fiber composite construction are gradually applied to the fields such as aerospace, automobile, high-end equipment.
For the design that fiber angles in composite structure are laid out, due to the spatial continuity at fleece-laying angle to be ensured In order to fabricate, so continuous varied angle fiber layout descriptive model is essential.Current existing optimization design In method, the fiber-reinforced composite materials structures optimization method based on Shepard interpolation can guarantee that the space of fiber angles is continuous Variation layout, such as a kind of fiber-reinforced composite materials structures optimization based on Shepard interpolation disclosed in CN107590325A Method, a kind of wavy fiber composite structural design Waterfall type multistage based on Shepard interpolation disclosed in CN107729648A are excellent Change method.But the Shepard interpolation that the above method is related to is based on Euclidean distance, can only solve the composite structure without hole Design, and composite structure design problem with holes is not considered.In actual engineering structure, most of composite structure Band hole, or be non-convex shape.To solve the fiber angles optimization problem of such composite structure, research and design one is needed The new optimization method of kind, to realize the optimization of the fiber angles with hole composite structure.
Invention content
For the disadvantages described above or Improvement requirement of the prior art, the present invention provides a kind of based on the with holes of geodesic curve distance Composite structure design optimization method by computing unit central point to the geodesic curve distance between design point, and is based on Geodesic curve distance obtains the continuous varied angle fiber layout of composite structure with holes, solves existing based on Euclidean distance The limitation of Shepard interpolation methods improves the continuous varied angle fiber layout of composite structure with holes, improves structure Performance.
To achieve the above object, it is excellent to propose a kind of composite structure with holes design based on geodesic curve distance by the present invention Change method comprising following steps:
S1 uniformly defines series of discrete design point p in the entity area of composite structure with holesi, and set and respectively set Enumeration piLocate fiber angles θiInitial value, wherein i=1,2 ..., n, n are positive integer;
S2 carries out mesh generation to composite structure with holes, extracts node data and cell data, determines in each unit Heart point xcCoordinate;
S3 calculates each unit central point xcTo each design point piGeodesic curve distance | | xc-pi||g, it is based on geodesic curve distance | | xc-pi| |gAcquire each unit central point xcThe fiber angles at placeWherein, IxcFor unit center point xcThe domain of influence in all design points index set;
S4, which is established, depends on fiber angles θeStiffness matrix, and be calculated global displacement vector;
S5 obtains sensitivity according to global displacement vector, then updates fiber angles θiUntil meet optimization end condition, with This completes the design optimization of composite structure with holes.
As it is further preferred that geodesic curve distance | | xc-pi||gIt obtains in the following way:
1) background grid of square is divided in the entity area of composite structure with holes, defines velocity field F (x), According to nonlinear partial differential equationSolve each unit central point xcGeodetic between corresponding background grid node x Linear distance d;
2) each unit central point x for utilizing two-dimensional linear interpolation to be calculated according to step 1)cWith corresponding background grid section Geodesic curve distance d computing unit central points x between point xcWith design point piBetween geodesic curve distance | | xc-pi||g
As it is further preferred that velocity field F (x) is specially:
Wherein, x is the coordinate of background grid node, and Ω represents the entity area of composite structure with holes, and x ∈ Ω are indicated Node in entity area,Indicate node in hole.
As it is further preferred that geodesic curve distance | | xc-pi||gSpecifically calculated using following formula:
Wherein, It is indicated respectively from unit center point xcTo four background grid node A1、A2、A3、A4Geodesic curve distance, this four background grids Node is respectively distributed to design point piUpper left, lower-left, upper right, lower right, (a1,b1) it is A1Coordinate, (a1,b2) it is A2's Coordinate, (a2,b1) it is A3Coordinate, (a2,b2) it is A4Coordinate, (a, b) be piCoordinate.
As it is further preferred that update fiber angles θiUntil satisfaction optimization end condition is specially:
(1) update fiber angles θi
Wherein,For+1 updated θ of kthiValue,For the updated θ of kth timeiValue, η is step factor, For sensitivity valueUsing after Conjugate Mapping as a result,WithVariable update value under respectively step-length constraint δ;
(2) according to updated fiber angles calculating target function value, judge whether target function value meets the condition of convergence, If it is not, return to step (1) updates fiber angles again, if so, terminating, corresponding fiber angles are optimum results at this time, The design optimization of composite structure with holes is completed with this.
As it is further preferred that the condition of convergence is:
Wherein, ckFor the updated target function value of kth time, ck-1For -1 updated target function value of kth, k is fibre Tie up the newer number of angle.
As it is further preferred thatWithIt is determined using following formula:
Wherein, θminAnd θminRespectively θiBound, θmin=0, θmaxmin+ π-ε, ε=1 × 10-8
In general, through the invention it is contemplated above technical scheme is compared with the prior art, mainly have below Technological merit:
1. the present invention changes existing optimization method, by computing unit central point to the geodesic curve distance between design point, And the continuous varied angle fiber layout of composite structure with holes is obtained based on geodesic curve distance, it solves existing based on Euclidean The limitation of the Shepard interpolation methods of distance improves the continuous varied angle fiber layout of composite structure with holes, is promoted Structural behaviour.
2. due to the presence of composite structure hole with holes so that the existing optimization method based on Euclidean distance does not exist Suitable for the structure, because existing method ignores at the unit center point of hole both sides fiber angle at fiber angles and design point The irrelevance of degree leads to the fiber irrational distribution of hole both sides and keeps the rigidity of structure of design less than normal, and the present invention is by grinding Study carefully and obtain a kind of new optimization method, is applicable to the design optimization of composite structure with holes, this method is compared to existing Method can greatly promote the rigidity of structure of design, improve about 30%, and the fiber angles distribution around hole is more reasonable.
3. the method for the present invention is by dividing background grid and defines velocity field, to distinguish entity area and perforated, so Calculating design point in each region based on above-mentioned differentiation correspondence afterwards can preferably solve to the geodesic curve distance of unit center point The fiber angles design problem of composite structure with holes improves the fiber distribution around hole, and the mechanical property of lift structure can Obtain optimal continuous varied angle fiber layout.
Description of the drawings
Fig. 1 is the flow chart of the composite structure design optimization method with holes based on geodesic curve distance of the present invention;
Fig. 2 is the plane cantilever beam structure optimization design example schematic diagram that better embodiment of the present invention provides;
Fig. 3 is optimum results of the optimization design example about the fiber angles at design point in Fig. 2;
Fig. 4 is the optimum results of optimization design example in Fig. 2 about the fiber angles of finite elements center;
Fig. 5 is the optimum results of the finite elements center fiber angles obtained based on Euclidean distance optimization method.
Specific implementation mode
In order to make the purpose , technical scheme and advantage of the present invention be clearer, with reference to the accompanying drawings and embodiments, right The present invention is further elaborated.It should be appreciated that the specific embodiments described herein are merely illustrative of the present invention, and It is not used in the restriction present invention.As long as in addition, technical characteristic involved in the various embodiments of the present invention described below It does not constitute a conflict with each other and can be combined with each other.
As shown in Figure 1, a kind of composite structure with holes design based on geodesic curve distance provided in an embodiment of the present invention Optimization method includes the following steps:
S1 uniformly defines series of discrete design point p in the entity area of composite structure with holesi, and set and respectively set Enumeration piLocate fiber angles θiInitial value, wherein i=1,2 ..., n, n are positive integer;
S2 carries out mesh generation to composite structure with holes, extracts node data and cell data, determines in each unit Heart point xcCoordinate;
S3 calculates each unit central point xcTo each design point piGeodesic curve distance | | xc-pi||g, it is based on geodesic curve distance | | xc-pi| |gAcquire each unit central point xcThe fiber angles at placeWherein, IxcFor unit center point xcThe domain of influence in all design points index set;
S4, which is established, depends on fiber angles θeStiffness matrix, and be calculated global displacement vector;
S5 obtains sensitivity according to global displacement vector, then updates fiber angles θiUntil meet optimization end condition, with This completes the design optimization of composite structure with holes.
Below by way of specific embodiment, the present invention is described in detail, in the present embodiment, with outstanding with uniform load The present invention is explained for the optimization problem that arm beam flexibility minimizes.As shown in Fig. 2, the setting in given 1m × 2m design domains Fiber angles initial value be 90 °, region left border apply displacement constraint, perpendicular to beam direction loads in plane f=1 equably It is applied on the right side of the coboundary of region within the scope of 0.5m, it is excellent to carry out fiber angles layout to fiber reinforcement cantilever beam structure with holes Change, so that its flexibility is minimized, include the following steps:
S1 uniformly defines series of discrete design point p in the entity area of composite structure with holesi, and set and respectively set Enumeration piLocate fiber angles θiInitial value, wherein i=1,2 ..., 200, design point is uniformly arranged, as shown in figure 3, being designed as 10 × 20, give piLocate fiber angles θiInitial value be 90 °, i.e. fiber and horizontal angle is 90 °;
S2 carries out mesh generation to composite structure with holes, extracts node data and cell data, determines in each unit Heart point xcCoordinate, number of nodes 807, unit number NeIt is 700;
Specifically, as shown in figure 4, quadrilateral units can be selected to draw hole structure in ANSYS finite element analysis softwares Divide finite element grid, extracts node data and cell data, wherein node data includes node serial number, node coordinate, unit number It is average according to the abscissa of each unit corresponding node according to the number for including corresponding four nodes of element number and each unit Value and ordinate average value, you can obtain each unit central point xcTransverse and longitudinal coordinate, each unit central point xcAbscissa be equal to should The average value of the abscissa of the corresponding all nodes of unit, each unit central point xcOrdinate to be equal to the unit corresponding all The average value of the ordinate of node, wherein can be arbitrary to be laid in plane using the laying plane of fiber as two-dimensional coordinate plane It is some coordinate origin, using horizontal line from left to right as X-axis, using the horizontal line vertical with X-axis from front to back as Y-axis, tool Body can be designed according to actual needs.
S3 calculates each unit central point xcTo each design point piGeodesic curve distance | | xc-pi||g, it is based on geodesic curve distance | | xc-pi| |gAcquire each unit central point xcThe fiber angles at placeWherein, IxcFor unit center point xcThe domain of influence in all design points index set, influence domain radius RcSelection to ensure at least one A design point piHeart point x in the cellscThe domain of influence in, preferred Rc=0.3 to meet the requirements.Due to unit center point xcWith Design point piPosition coordinates fix, the geodesic curve distance being calculated before Optimized Iterative | | x-pi||gWith weight function wi(x) It is saved, to save the optimization time.
Specifically, geodesic curve distance | | xc-pi||gIt calculates and obtains in the following way:
The background grid of square, each vertex of square net are divided in the entity area of composite structure with holes Referred to as node, x are the coordinate of background grid node, and x ∈ Ω indicate node in entity area,Indicate node in hole It is interior, the wherein entity area of Ω representative structures;Under the grid background, velocity field F (x) is defined, is indicated as follows:
Eikonal nonlinear partial differential equations can be used between F (x) and d to be indicated:
Wherein, d is indicated from unit center point xcGeodesic curve distance between background grid node x,Indicate gradient, | | euclideam norm is indicated, as unit center point xcD=0 when being overlapped with background grid node x, it is non-linear inclined by solving The differential equation, which can solve, obtains geodesic curve distance d, and for the method for solving of nonlinear partial differential equation, it can adopt It is solved with existing conventional method for solving, such as is solved using fast-marching algorithm, be the prior art, do not go to live in the household of one's in-laws on getting married herein It states, the specific method for solving present invention does not limit, and only needs that parameter to be solved in nonlinear partial differential equation can be solved. For example, unit center point xcFor (1,0.65), background grid node x is (1,0.35), is distributed in entity area, then F (x)= 1, solve equation using fast-marching algorithmObtain d=1.175;For another example, unit center point xcFor (1,0.65), Background grid node x is (1,0.5), is distributed in perforated, then F (x)=1 × 10-8, equation is solved using fast-marching algorithmObtain d=2.684 × 106
Utilize two-dimensional linear interpolation calculation unit center point xcWith design point piBetween geodesic curve distance | | xc-pi||g, tool Body calculates as follows:
Wherein, d1、d2、d3、d4It is indicated respectively from unit center point xcTo four background grid node A1、A2、A3、A4Survey Ground linear distance is obtained by solving nonlinear partial differential equation, this four background grid nodes are respectively distributed to design point pi Upper left, lower-left, upper right, bottom-right location, such as design point piIt is distributed in background grid, then four nodes of the background grid As this four nodes, for another example design point piIt is distributed in background grid, then design point piUpper left, lower-left, upper right, bottom right position Set corresponding and design point piFour adjacent nodes are this four nodes, wherein A1Coordinate be (a1,b1)、A2Coordinate For (a1,b2)、A3Coordinate be (a2,b1)、A4Coordinate be (a2,b2), piCoordinate be (a, b).
S4, which is established, depends on fiber angles θeStiffness matrix, and be calculated global displacement vector;
S5 obtains sensitivity according to global displacement vector, then updates fiber angles θiUntil meeting optimization end condition.
Wherein, the computational methods one for the existing patent introduced in step S4 and S5 is used computational methods and background technology There are essential distinctions for the initial data for causing, but inputting, and initial data of the invention is geodesic curve distance, and existing patent is original Data are Euclidean distances, therefore data processing details is distinct.
Specifically, in step S4, the finite element grid divided using step S2, unit number NeIt is 700, in each unit It is established dependent on fiber angles θ at unit center on e (e=1,2,3 ..., 700)eStiffness matrix Kee), wherein:
In formula, B is displacement strain matrix, D (θe) it is to rely on the unitary elasticity matrix of fiber angles at unit center, A For the area of structure, AeFor the area of unit e;
Unitary elasticity matrix D (θe) calculate it is as follows:
D(θe)=T (θe)D0T(θe)T
In formula, D0Original elastic matrix when not rotated for fiber, T (θe) it is spin matrix:
Wherein, ExAnd EyIt is Young's modulus, GxyIt is modulus of shearing, νxyAnd νyxIt is Poisson's ratio, meets condition νxyEyyxEx
Pass through module units stiffness matrix K againee) Bulk stiffness matrix K is obtained, concrete operations are exactly all units Stiffness matrix Kee) expand as the square battle array of Bulk stiffness matrix same orderThe element of element stiffness matrix is stored The row and column integrally numbered to corresponding node in cell inflation matrix, remaining element is zero, and the matrix after expansion is also referred to as unit Matrix is contributed, all units contribution matrix is added to get to Bulk stiffness matrix, calculation formula is as follows:
Global displacement vector u is calculated according to Ku=f, wherein f is outer force vector, can be selected according to actual needs It selects and sets.
In step S5, stiffness matrix K is utilizedee)、θeAnd θeWith θiRelation derivation object function c about design variable θiSensitivitySensitivityCalculation formula is as follows:
In formula, ueNumber for the corresponding motion vectors of unit e, unit e is ne, then ueFor global displacement vector u n-theRow Element.
Utilize the optimization algorithm update design variable θ based on sensitivity Conjugate MappingiUntil convergence, more format is as follows:
Wherein,For+1 updated fiber angle angle value of kth,For the updated fiber angle angle value of kth time, k is Newer number is >=1 positive integer,For initial fiber angle, i.e. the initial value of the fiber angles set in step S1, η For step factor, value 3;
For sensitivity valueAfter normalization using after Conjugate Mapping as a result, calculation formula is as follows:
Wherein, e is natural constant;
WithVariable update value under respectively step-length constraint δ (value is 5 °), is defined as follows:
Wherein, θminAnd θminRespectively θiBound, θmin=0, θmaxmin+ π-ε, ε=1 × 10-8, it is one Minimum positive value, numerical fault caused by being calculated due to trigonometric function when for eliminating interpolation;
Obtain updated design variable (i.e. fiber angles), such as+1 updated θ of kthiValue isThen lead to It crosses finite element analysis and obtains+1 updated global displacement vector u of design variable kthk+1, utilize formula ck+1=fTuk+1It obtains ck+1, until meeting following convergence criterion, complete entire optimization process:
Any one condition in above three condition ought be met and complete optimization, wherein ckIt is updated for kth time Target function value, ck-1For -1 updated target function value of kth, k is the newer number of fiber angles.
To sum up, the mathematical optimization models of composite structure with holes may be summarized to be:
findθi(i=1,2 ..., 200)
Min c=fTu
S.t.Ku=f
θmin≤θi≤θmax
Wherein, the fiber angle angle value θ at discrete design pointiFor design variable, object function is flexibility c, and design object makes The flexibility c of structure is minimized, and design constraint is equilibrium equation Ku=f and θiBound θmax、θmin
The optimum results of the present invention are as follows:Subtle angle at composite structure design point with holes based on geodesic curve distance Optimum results are spent as shown in figure 3, the fiber angles optimum results of finite elements center are as shown in figure 4, corresponding structure is soft Angle value is 105.29;And composite structure with holes is optimized based on the optimization method of Euclidean distance using existing, Finite elements center fiber angles optimum results as shown in figure 5, corresponding structural compliance value be 151.64.Compare this Invention and existing optimization method, it can be seen that the rigidity of structure bigger (flexibility smaller) that the method for the present invention obtains about improves 30%, and the fiber angles distribution around hole is more reasonable, therefore the method for the present invention is more suitable for composite structure with holes Design optimization.
As it will be easily appreciated by one skilled in the art that the foregoing is merely illustrative of the preferred embodiments of the present invention, not to The limitation present invention, all within the spirits and principles of the present invention made by all any modification, equivalent and improvement etc., should all include Within protection scope of the present invention.

Claims (7)

1. a kind of composite structure design optimization method with holes based on geodesic curve distance, which is characterized in that including walking as follows Suddenly:
S1 uniformly defines series of discrete design point p in the entity area of composite structure with holesi, and set each design point piLocate fiber angles θiInitial value, wherein i=1,2 ..., n, n are positive integer;
S2 carries out mesh generation to composite structure with holes, extracts node data and cell data, determines each unit central point xc Coordinate;
S3 calculates each unit central point xcTo each design point piGeodesic curve distance | | xc-pi||g, it is based on geodesic curve distance | | xc-pi||g Acquire each unit central point xcThe fiber angles at placeWherein, IxcFor unit center point xcThe domain of influence in all design points index set;
S4, which is established, depends on fiber angles θeStiffness matrix, and be calculated global displacement vector;
S5 obtains sensitivity according to global displacement vector, then updates fiber angles θiUntil meeting optimization end condition, completed with this The design optimization of composite structure with holes.
2. the composite structure design optimization method with holes based on geodesic curve distance, feature exist as described in claim 1 In geodesic curve distance | | xc-pi||gIt obtains in the following way:
1) background grid of square is divided in the entity area of composite structure with holes, defines velocity field F (x), according to Nonlinear partial differential equationSolve each unit central point xcGeodesic curve between corresponding background grid node x away from From d;
2) each unit central point x for utilizing two-dimensional linear interpolation to be calculated according to step 1)cBetween corresponding background grid node x Geodesic curve distance d computing unit central points xcWith design point piBetween geodesic curve distance | | xc-pi||g
3. the composite structure design optimization method with holes based on geodesic curve distance, feature exist as claimed in claim 2 In velocity field F (x) is specially:
Wherein, x is the coordinate of background grid node, and Ω represents the entity area of composite structure with holes, and x ∈ Ω indicate node In entity area,Indicate node in hole.
4. the composite structure design optimization method with holes based on geodesic curve distance as claimed in claim 2 or claim 3, feature It is, geodesic curve distance | | xc-pi||gSpecifically calculated using following formula:
Wherein,d1、d2、d3、d4Indicate respectively from Unit center point xcTo four background grid node A1、A2、A3、A4Geodesic curve distance, this four background grid nodes divide respectively Cloth is in design point piUpper left, lower-left, upper right, lower right, (a1,b1) it is A1Coordinate, (a1,b2) it is A2Coordinate, (a2, b1) it is A3Coordinate, (a2,b2) it is A4Coordinate, (a, b) be piCoordinate.
5. the composite structure design optimization method with holes based on geodesic curve distance, feature exist as described in claim 1 In update fiber angles θiUntil satisfaction optimization end condition is specially:
(1) update fiber angles θi
Wherein,For+1 updated θ of kthiValue,For the updated θ of kth timeiValue, η is step factor,It is quick Angle valueUsing after Conjugate Mapping as a result,WithVariable update value under respectively step-length constraint δ;
(2) according to updated fiber angles calculating target function value, judge whether target function value meets the condition of convergence, if No, return to step (1) updates fiber angles again, if so, terminating, corresponding fiber angles are optimum results at this time, with This completes the design optimization of composite structure with holes.
6. the composite structure design optimization method with holes based on geodesic curve distance, feature exist as claimed in claim 5 In the condition of convergence is:
|ck-ck-1|≤2 orOr k > 50
Wherein, ckFor the updated target function value of kth time, ck-1For -1 updated target function value of kth, k is fiber angle Spend newer number.
7. the composite structure design optimization method with holes as claimed in any one of claims 1 to 6 based on geodesic curve distance, It is characterized in that,WithIt is determined using following formula:
Wherein, θminAnd θminRespectively θiBound, θmin=0, θmaxmin+ π-ε, ε=1 × 10-8
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CN110955941B (en) * 2019-11-29 2022-03-18 华中科技大学 Vector field-based composite material structure optimization design method and device
CN110955941A (en) * 2019-11-29 2020-04-03 华中科技大学 Vector field-based composite material structure optimization design method and device
CN111444579A (en) * 2020-03-11 2020-07-24 华中科技大学 Composite material structure optimization design method considering manufacturability
CN111444579B (en) * 2020-03-11 2022-04-12 华中科技大学 Composite material structure optimization design method considering manufacturability
CN111723457A (en) * 2020-05-08 2020-09-29 华中科技大学 Level set method for optimization design of fiber curve laying variable-stiffness structure
CN111723457B (en) * 2020-05-08 2022-06-17 华中科技大学 Level set method for optimization design of fiber curve laying variable-stiffness structure
CN112818576A (en) * 2021-01-28 2021-05-18 华中科技大学 Multi-level optimization method for curve fiber composite structure design
CN112818576B (en) * 2021-01-28 2024-04-19 华中科技大学 Multi-level optimization method for curve fiber composite structure design
CN114407350A (en) * 2022-01-11 2022-04-29 西北工业大学 Continuous fiber reinforced composite material 3D printing filling path planning method and device
CN114407350B (en) * 2022-01-11 2023-07-21 西北工业大学 Continuous fiber reinforced composite material 3D printing filling path planning method and device
CN115876883A (en) * 2022-12-29 2023-03-31 南京航空航天大学 Detection method and detection system for layered damage position of composite laminated plate
CN115876883B (en) * 2022-12-29 2024-03-29 南京航空航天大学 Method and system for detecting layered damage position of composite material laminated plate

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